AI Medical Compendium Journal:
Proceedings of the IEEE. Institute of Electrical and Electronics Engineers

Showing 1 to 4 of 4 articles

Image Reconstruction: From Sparsity to Data-adaptive Methods and Machine Learning.

Proceedings of the IEEE. Institute of Electrical and Electronics Engineers
The field of medical image reconstruction has seen roughly four types of methods. The first type tended to be analytical methods, such as filtered back-projection (FBP) for X-ray computed tomography (CT) and the inverse Fourier transform for magnetic...

Machine Learning for Rapid Magnetic Resonance Fingerprinting Tissue Property Quantification.

Proceedings of the IEEE. Institute of Electrical and Electronics Engineers
Magnetic Resonance Fingerprinting (MRF) is an MRI-based method that can provide quantitative maps of multiple tissue properties simultaneously from a single rapid acquisition. Tissue property maps are generated by matching the complex signal evolutio...

Streaming PCA and Subspace Tracking: The Missing Data Case.

Proceedings of the IEEE. Institute of Electrical and Electronics Engineers
For many modern applications in science and engineering, data are collected in a streaming fashion carrying time-varying information, and practitioners need to process them with a limited amount of memory and computational resources in a timely manne...

Predicting Chronic Disease Hospitalizations from Electronic Health Records: An Interpretable Classification Approach.

Proceedings of the IEEE. Institute of Electrical and Electronics Engineers
Urban living in modern large cities has significant adverse effects on health, increasing the risk of several chronic diseases. We focus on the two leading clusters of chronic disease, heart disease and diabetes, and develop data-driven methods to pr...